RAG / 检索增强生成 - arXivDaily 专题

2412.15271 2024-12-23 cs.CL cs.IR 73%

A MapReduce Approach to Effectively Utilize Long Context Information in Retrieval Augmented Language Models

Gongbo Zhang, Zihan Xu, Qiao Jin, Fangyi Chen, Yilu Fang, Yi Liu, Justin F. Rousseau, Ziyang Xu, Zhiyong Lu, Chunhua Weng, Yifan Peng

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.CL

2412.12447 2024-12-23 cs.SE cs.AI cs.CL 73%

PERC: Plan-As-Query Example Retrieval for Underrepresented Code Generation

Jaeseok Yoo, Hojae Han, Youngwon Lee, Jaejin Kim, Seung-won Hwang

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments Accepted by COLING 2025 main conference

2411.13173 2024-12-13 cs.IR cs.AI 73%

Writing Style Matters: An Examination of Bias and Fairness in Information Retrieval Systems

Hongliu Cao

专题命中检索器与排序：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.AI

Comments In Proceedings of the Eighteenth ACM International Conference on Web Search and Data Mining (WSDM 25)

2412.08054 2024-12-12 cs.LG cs.AI cs.CL cs.CR 73%

Federated In-Context LLM Agent Learning

Panlong Wu, Kangshuo Li, Junbao Nan, Fangxin Wang

专题命中检索器与排序：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

2412.05937 2024-12-10 cs.LG cs.AI cs.IR cs.MA 73%

Accelerating Manufacturing Scale-Up from Material Discovery Using Agentic Web Navigation and Retrieval-Augmented AI for Process Engineering Schematics Design

Sakhinana Sagar Srinivas, Akash Das, Shivam Gupta, Venkataramana Runkana

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.AI

2412.05184 2024-12-09 cs.CL cs.AI 73%

QueEn: A Large Language Model for Quechua-English Translation

Junhao Chen, Peng Shu, Yiwei Li, Huaqin Zhao, Hanqi Jiang, Yi Pan, Yifan Zhou, Zhengliang Liu, Lewis C Howe, Tianming Liu

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

2412.04661 2024-12-09 cs.IR cs.AI 73%

HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation Learning

Manish Bhattarai, Ryan Barron, Maksim Eren, Minh Vu, Vesselin Grantcharov, Ismael Boureima, Valentin Stanev, Cynthia Matuszek, Vladimir Valtchinov, Kim Rasmussen, Boian Alexandrov

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.AI

2402.12317 2024-12-04 cs.CL cs.AI 73%

EVOR: Evolving Retrieval for Code Generation

Hongjin Su, Shuyang Jiang, Yuhang Lai, Haoyuan Wu, Boao Shi, Che Liu, Qian Liu, Tao Yu

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments Retrieval-augmented code generation

2411.09269 2024-11-15 cs.IR cs.AI 73%

Harnessing multiple LLMs for Information Retrieval: A case study on Deep Learning methodologies in Biodiversity publications

Vamsi Krishna Kommineni, Birgitta König-Ries, Sheeba Samuel

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.AI

2411.08724 2024-11-14 cs.CL cs.AI 73%

QCG-Rerank: Chunks Graph Rerank with Query Expansion in Retrieval-Augmented LLMs for Tourism Domain

Qikai Wei, Mingzhi Yang, Chunlong Han, Jingfu Wei, Minghao Zhang, Feifei Shi, Huansheng Ning

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

2409.18164 2024-11-14 cs.AI cs.CL cs.LG 73%

Data-Prep-Kit: getting your data ready for LLM application development

David Wood, Boris Lublinsky, Alexy Roytman, Shivdeep Singh, Constantin Adam, Abdulhamid Adebayo, Sungeun An, Yuan Chi Chang, Xuan-Hong Dang, Nirmit Desai, Michele Dolfi, Hajar Emami-Gohari, Revital Eres, Takuya Goto, Dhiraj Joshi, Yan Koyfman, Mohammad Nassar, Hima Patel, Paramesvaran Selvam, Yousaf Shah, Saptha Surendran, Daiki Tsuzuku, Petros Zerfos, Shahrokh Daijavad

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments 10 pages, 7 figures

2411.03349 2024-11-07 cs.AI cs.CL cs.LG 73%

RuAG: Learned-rule-augmented Generation for Large Language Models

Yudi Zhang, Pei Xiao, Lu Wang, Chaoyun Zhang, Meng Fang, Yali Du, Yevgeniy Puzyrev, Randolph Yao, Si Qin, Qingwei Lin, Mykola Pechenizkiy, Dongmei Zhang, Saravan Rajmohan, Qi Zhang

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

2410.19790 2024-10-29 cs.IR cs.CL cs.LG cs.NI 73%

Telco-DPR: A Hybrid Dataset for Evaluating Retrieval Models of 3GPP Technical Specifications

Thaina Saraiva, Marco Sousa, Pedro Vieira, António Rodrigues

专题命中检索器与排序：RAG(abstract)；retriever(abstract)；分类 cs.IR、cs.CL

2405.18682 2024-10-28 cs.CL cs.AI cs.LG 73%

Can GPT Redefine Medical Understanding? Evaluating GPT on Biomedical Machine Reading Comprehension

Shubham Vatsal, Ayush Singh

专题命中检索器与排序：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

2404.19232 2024-10-24 cs.CL cs.AI 73%

GRAMMAR: Grounded and Modular Methodology for Assessment of Closed-Domain Retrieval-Augmented Language Model

Xinzhe Li, Ming Liu, Shang Gao

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments Under Review

2404.11216 2024-10-23 cs.CL cs.AI cs.LG 73%

Position Engineering: Boosting Large Language Models through Positional Information Manipulation

Zhiyuan He, Huiqiang Jiang, Zilong Wang, Yuqing Yang, Luna Qiu, Lili Qiu

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

2410.15801 2024-10-22 cs.CL cs.IR 73%

Improve Dense Passage Retrieval with Entailment Tuning

Lu Dai, Hao Liu, Hui Xiong

专题命中检索器与排序：retrieval-augmented generation(abstract)；dense retrieval(abstract)；分类 cs.IR、cs.CL

Comments EMNLP 2024 Main

2410.15667 2024-10-22 cs.CL cs.AI cs.LG 73%

RAC: Efficient LLM Factuality Correction with Retrieval Augmentation

Changmao Li, Jeffrey Flanigan

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

2410.12890 2024-10-18 cs.CL cs.IR 73%

REFINE on Scarce Data: Retrieval Enhancement through Fine-Tuning via Model Fusion of Embedding Models

Ambuje Gupta, Mrinal Rawat, Andreas Stolcke, Roberto Pieraccini

专题命中检索器与排序：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.CL

Comments Accepted in AJCAI'24

2410.11655 2024-10-16 cs.CL cs.AI 73%

Retrieval Augmented Spelling Correction for E-Commerce Applications

Xuan Guo, Rohit Patki, Dante Everaert, Christopher Potts

专题命中检索器与排序：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

2410.11195 2024-10-16 cs.CL cs.AI 73%

Athena: Retrieval-augmented Legal Judgment Prediction with Large Language Models

Xiao Peng, Liang Chen

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments 13 pages, 6 figures

2410.04452 2024-10-08 cs.CL cs.AI 73%

MindScope: Exploring cognitive biases in large language models through Multi-Agent Systems

Zhentao Xie, Jiabao Zhao, Yilei Wang, Jinxin Shi, Yanhong Bai, Xingjiao Wu, Liang He

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments 8 pages,7 figures,Our paper has been accepted for presentation at the 2024 European Conference on Artificial Intelligence (ECAI 2024)

2409.13741 2024-09-24 cs.CL cs.IR 73%

Knowing When to Ask -- Bridging Large Language Models and Data

Prashanth Radhakrishnan, Jennifer Chen, Bo Xu, Prem Ramaswami, Hannah Pho, Adriana Olmos, James Manyika, R. V. Guha

专题命中检索器与排序：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.CL

Comments 39 pages - 25 page paper, 14 page Appendix, 7 figures, 9 tables

2408.14380 2024-08-27 cs.CL cs.AI 73%

Probing Causality Manipulation of Large Language Models

Chenyang Zhang, Haibo Tong, Bin Zhang, Dongyu Zhang

专题命中检索器与排序：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

2408.03297 2024-08-20 cs.CL cs.AI 73%

KnowPO: Knowledge-aware Preference Optimization for Controllable Knowledge Selection in Retrieval-Augmented Language Models

Ruizhe Zhang, Yongxin Xu, Yuzhen Xiao, Runchuan Zhu, Xinke Jiang, Xu Chu, Junfeng Zhao, Yasha Wang

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

2408.04775 2024-08-12 cs.CL cs.IR 73%

Hybrid Student-Teacher Large Language Model Refinement for Cancer Toxicity Symptom Extraction

Reza Khanmohammadi, Ahmed I. Ghanem, Kyle Verdecchia, Ryan Hall, Mohamed Elshaikh, Benjamin Movsas, Hassan Bagher-Ebadian, Bing Luo, Indrin J. Chetty, Tuka Alhanai, Kundan Thind, Mohammad M. Ghassemi

专题命中检索器与排序：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.CL

2407.20189 2024-07-30 cs.IR cs.CL 73%

Aligning Query Representation with Rewritten Query and Relevance Judgments in Conversational Search

Fengran Mo, Chen Qu, Kelong Mao, Yihong Wu, Zhan Su, Kaiyu Huang, Jian-Yun Nie

专题命中检索器与排序：retriever(abstract)；dense retrieval(abstract)；分类 cs.IR、cs.CL

Comments Accepted by CIKM 2024

2407.15718 2024-07-23 cs.CY cs.AI cs.HC cs.IR cs.SE 73%

Integrating AI Tutors in a Programming Course

Iris Ma, Alberto Krone Martins, Cristina Videira Lopes

专题命中检索器与排序：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.AI

Comments Accepted at SIGCSE Virtual 2024

2407.10005 2024-07-16 cs.LG cs.AI cs.CL math.OC 73%

Fine-grained Analysis of In-context Linear Estimation: Data, Architecture, and Beyond

Yingcong Li, Ankit Singh Rawat, Samet Oymak

专题命中检索器与排序：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

2407.02742 2024-07-04 cs.SE cs.AI cs.CL 73%

A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation

Nastaran Bassamzadeh, Chhaya Methani

专题命中检索器与排序：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments 8 pages, 1 figure

1. 检索器与排序 4552 篇

A MapReduce Approach to Effectively Utilize Long Context Information in Retrieval Augmented Language Models

PERC: Plan-As-Query Example Retrieval for Underrepresented Code Generation

Writing Style Matters: An Examination of Bias and Fairness in Information Retrieval Systems

Federated In-Context LLM Agent Learning

Accelerating Manufacturing Scale-Up from Material Discovery Using Agentic Web Navigation and Retrieval-Augmented AI for Process Engineering Schematics Design

QueEn: A Large Language Model for Quechua-English Translation

HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation Learning

EVOR: Evolving Retrieval for Code Generation

Harnessing multiple LLMs for Information Retrieval: A case study on Deep Learning methodologies in Biodiversity publications

QCG-Rerank: Chunks Graph Rerank with Query Expansion in Retrieval-Augmented LLMs for Tourism Domain

Data-Prep-Kit: getting your data ready for LLM application development

RuAG: Learned-rule-augmented Generation for Large Language Models

Telco-DPR: A Hybrid Dataset for Evaluating Retrieval Models of 3GPP Technical Specifications

Can GPT Redefine Medical Understanding? Evaluating GPT on Biomedical Machine Reading Comprehension

GRAMMAR: Grounded and Modular Methodology for Assessment of Closed-Domain Retrieval-Augmented Language Model

Position Engineering: Boosting Large Language Models through Positional Information Manipulation

Improve Dense Passage Retrieval with Entailment Tuning

RAC: Efficient LLM Factuality Correction with Retrieval Augmentation

REFINE on Scarce Data: Retrieval Enhancement through Fine-Tuning via Model Fusion of Embedding Models

Retrieval Augmented Spelling Correction for E-Commerce Applications

Athena: Retrieval-augmented Legal Judgment Prediction with Large Language Models

MindScope: Exploring cognitive biases in large language models through Multi-Agent Systems

Knowing When to Ask -- Bridging Large Language Models and Data

Probing Causality Manipulation of Large Language Models

KnowPO: Knowledge-aware Preference Optimization for Controllable Knowledge Selection in Retrieval-Augmented Language Models

Hybrid Student-Teacher Large Language Model Refinement for Cancer Toxicity Symptom Extraction

Aligning Query Representation with Rewritten Query and Relevance Judgments in Conversational Search

Integrating AI Tutors in a Programming Course

Fine-grained Analysis of In-context Linear Estimation: Data, Architecture, and Beyond

A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation